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Career Impact Ledger

Impact,
Verified

Seven engagements across healthcare, pharma, cybersecurity, and platform engineering. Every metric is from production. Every audit result is on record.

No estimates. No projections. Measured outcomes.

10+

Years in Data

50+

Contributors Led

$100K+

Annual Savings Delivered

23

AI Services Deployed

Flagship Engagement
HealthcareJan 2022 — Feb 2024

Lead Data Engineering & Analytics

Jio Health

$75M healthcare tech · 50+ professionals · 4 squads · $2.5M annual data budget

$100K+Annual cost savings delivered
Problem

A $75M healthcare platform needed scalable warehouse and ETL foundations as the business expanded. Manual processes, fragmented data ownership, and operational complexity were slowing decisions and delivery.

Decision

Led 50+ contributors across Data Engineering, Analytics, QA, and DevOps while owning end-to-end warehouse and ETL architecture. Prioritized automation, governance, and a unified source of truth to stabilize operations as the company scaled.

Measurable Impact
80% manual workload reduction through Python automation
$100K+ annual cost savings delivered
3× business growth supported by enterprise ETL and warehouse architecture
50% data quality improvement through ERP migration and single-source governance
Leadership Scope

Reported to the CTO with direct budget authority over a $2.5M annual spend. Coordinated cross-functional delivery across four squads and translated technical architecture into operational priorities for executive stakeholders.

80%Manual workload reduced
50%Data quality improvement
$2.5MAnnual budget owned
PythonPostgreSQLAWSDockerMLflowHIPAA
Career Arc
PlatformMar 2024 — Dec 2025

Enterprise Data Science Lab

Independent R&D · Proxmox bare-metal · 6 VMs / 60+ containers

75%Infra cost reduction vs. managed cloud
Problem

Cloud-managed analytics infrastructure was costing $8K+/month with vendor lock-in and limited control over security, networking, and GPU allocation for ML workloads.

Decision

Designed and operated a full-stack analytics platform on bare-metal Proxmox, hosting containerized services, LMS, observability, and ML training with zero managed-cloud dependency.

Multi-service platform across 6 VMs and 60+ containers
23 AI agent services plus data engineering and MLOps stack
GeoServer, PostGIS, MLflow, Airflow, observability, and backup workflows
ProxmoxDockerGrafanaPostgreSQLNginx
FractionalDec 2024 — Dec 2025

Fractional Head of Data & Digital Transformation

Remote & HCMC · 4 concurrent mandates · Southeast Asia

4Concurrent client outcomes
Problem

Multiple organizations across Southeast Asia needed senior data leadership for IoT architecture, Agile transformation, governance design, and ERP migration — but lacked internal capacity to hire full-time.

Decision

Structured a fractional leadership practice built on 90-day outcome-based mandates with defined deliverables, measurable KPIs, and knowledge transfer milestones embedded in delivery.

IoT healthcare platform architecture for mobile diagnostics
Agile squad delivery model across 3 product teams
ERP data migration strategy spanning 4 legacy systems
PythonPostgreSQLDockerFastAPIProxmox
CybersecurityApr 2024 — Jul 2024

Cybersecurity Analyst — IPSIP

$50M company · PAM & SOC · 200+ privileged accounts

100%PAM audit compliance
Problem

A $50M company had 200+ privileged accounts with inconsistent access controls, no session recording, and manual compliance reporting consuming 40 hours per audit cycle.

Decision

Deployed Wallix Bastion PAM with automated session recording, real-time log analysis, threat detection, and SOC monitoring dashboards that eliminated manual audit preparation.

Wallix Bastion PAM deployment covering 200+ accounts
Real-time log analysis with automated threat detection
SOC monitoring reducing audit prep from 40 hours to zero
Wallix BastionSIEMLinuxLog Analysis
PharmaNov 2019 — Sep 2021

Analytics Engineer — POC Pharma

$34M distributor · Vietnam & Indonesia · 120+ field reps

15%Sales increase from analytics
Problem

Sales reporting across two markets was fragmented across spreadsheets, took 3 days to consolidate. Field rep performance invisible. Distribution analytics nonexistent.

Decision

Embedded automated analytics directly into sales operations. Built a unified reporting layer serving 120+ field reps with same-day visibility into performance and territory metrics.

50% productivity boost in sales reporting cycles
Automated distribution analytics across 2 markets
Self-service BI adoption from 12% to 78% organization-wide
PythonSQLETLTableauMySQL
ConsultingJan 2018 — Nov 2019

Data Science Consultant — Sanisphere

$34M healthcare consulting · SE Asia & Africa · 3 regional offices

25%Market share increase
Problem

Multi-market healthcare operations had inconsistent data quality, no master data management, and decision-making that relied on quarterly financial reports instead of operational analytics.

Decision

Built MDM governance frameworks, improved data accuracy by 50%, and created executive dashboards giving regional leadership real-time visibility into market performance.

50% improvement in data accuracy across 3 regions
MDM governance framework adopted company-wide
Executive dashboards for regional leadership decisions
PythonRSQLGISExcel
EdTechJun 2015 — Jul 2017

Tech Educator & GIS Instructor — Humanis

Canada & Mexico · 200+ students · 3 languages

200+Students trained in GIS
Problem

Geospatial technology programs lacked structured curricula for professional development, and cross-cultural delivery was limited to English-only materials.

Decision

Designed and delivered GIS curricula in French, English, and Spanish. Built hands-on training producing graduates capable of immediate professional contribution.

Geospatial curriculum design adopted by 2 institutions
Cross-cultural instruction delivered in FR/EN/ES
University and professional development programs
QGISArcGISPythonPostGISTeaching

Ready for leadership that delivers
measurable outcomes?

I bring a proven operating system for building and scaling data organizations. Share your toughest data challenge — I respond within 12 hours with a concrete path forward.